{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 京东JData算法大赛(3): 探索高潜用户的行为"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "比赛的题目是高潜用户购买意向预测, 那么理解清楚**什么是高潜用户**对于数据分析,特征抽取,以及之后的建立模型有着至关重要的作用.  \n",
    "简单来讲,作为训练集的高潜用户应该具有以下特征:\n",
    "- 必须有购买行为\n",
    "- 对一个商品购买和其他交互行为(浏览,点击,收藏等)时间差应该**多于一天**  \n",
    "  因为根据赛题,我们需要预测未来5天的购买情况,那么如果用户对某商品在同一天完成所有的交互行为(包括购买),  \n",
    "  我们无法从这种交易中指导未来的预测.  \n",
    "  **更新Note**: 可能存在买了又买的情况，这部分用户也不可忽略."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "那么接下来,让我们先尝试找出这些高潜用户,之后对他们的行为做一些数据分析."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 导入相关包\n",
    "%matplotlib inline\n",
    "# 绘图包\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "# 定义文件名\n",
    "ACTION_201602_FILE = \"data/JData_Action_201602.csv\"\n",
    "ACTION_201603_FILE = \"data/JData_Action_201603.csv\"\n",
    "ACTION_201603_EXTRA_FILE = \"data/JData_Action_201603_extra.csv\"\n",
    "ACTION_201604_FILE = \"data/JData_Action_201604.csv\"\n",
    "COMMENT_FILE = \"data/JData_Comment.csv\"\n",
    "PRODUCT_FILE = \"data/JData_Product.csv\"\n",
    "USER_FILE = \"data/JData_User.csv\"\n",
    "NEW_USER_FILE = \"data/JData_User_New.csv\"\n",
    "USER_TABLE_FILE = \"data/user_table.csv\"\n",
    "BUY_USER_LIST_FILE = \"data/buy_user_list.csv\"\n",
    "PROTENTIAL_USER_RECORD = \"data/protential_user_record.csv\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 寻找具有购买记录的用户"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#　在一个文件中寻找有购买记录的用户－商品对\n",
    "def buy_user_in_batch_data(fname, chunk_size=100000):\n",
    "    reader = pd.read_csv(fname, header=0, iterator=True)\n",
    "    chunks = []\n",
    "    loop = True\n",
    "    while loop:\n",
    "        try:\n",
    "            chunk = reader.get_chunk(chunk_size)[\n",
    "                [\"user_id\", \"sku_id\", \"type\"]]\n",
    "            chunks.append(chunk)\n",
    "        except StopIteration:\n",
    "            loop = False\n",
    "            print(\"Iteration is stopped\")\n",
    "\n",
    "    df_ac = pd.concat(chunks, ignore_index=True)\n",
    "\n",
    "    # type = 4, 购买\n",
    "    df_ac = df_ac[df_ac['type'] == 4][[\"user_id\", \"sku_id\"]]\n",
    "\n",
    "    return df_ac"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 找出有购买记录的用户，并写到csv文件\n",
    "def find_buy_user():\n",
    "    df_ac = []\n",
    "    df_ac.append(buy_user_in_batch_data(fname=ACTION_201602_FILE))\n",
    "    df_ac.append(buy_user_in_batch_data(fname=ACTION_201603_FILE))\n",
    "    df_ac.append(buy_user_in_batch_data(fname=ACTION_201603_EXTRA_FILE))\n",
    "    df_ac.append(buy_user_in_batch_data(fname=ACTION_201604_FILE))\n",
    "    \n",
    "    # 将多个子记录合并成一个dataframe\n",
    "    df_ac = pd.concat(df_ac, ignore_index=True)\n",
    "    # 将重复的用户－商品对丢弃\n",
    "    df_ac = df_ac.drop_duplicates()\n",
    "    # 写入文件\n",
    "    df_ac.to_csv(BUY_USER_LIST_FILE, index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 执行程序\n",
    "find_buy_user()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 在一个文件中寻找与给定的user-item对有关的所有记录\n",
    "def ui_record_in_batch_data(fname, ui_pair, chunk_size=100000):\n",
    "    reader = pd.read_csv(fname, header=0, iterator=True)\n",
    "    chunks = []\n",
    "    loop = True\n",
    "    while loop:\n",
    "        try:\n",
    "            chunk = reader.get_chunk(chunk_size)[\n",
    "                [\"user_id\", \"sku_id\", \"time\", \"type\"]]\n",
    "            chunks.append(chunk)\n",
    "        except StopIteration:\n",
    "            loop = False\n",
    "            print(\"Iteration is stopped\")\n",
    "\n",
    "    df_ac = pd.concat(chunks, ignore_index=True)\n",
    "    \n",
    "    df = []\n",
    "    for index, row in ui_pair.iterrows():\n",
    "        usr_id = row[\"user_id\"]\n",
    "        sku_id = row[\"sku_id\"]\n",
    "\n",
    "        # 寻找与user-item对有关的所有记录\n",
    "        df.append(df_ac[(df_ac[\"user_id\"] == usr_id) &\n",
    "                        (df_ac[\"sku_id\"] == sku_id)])\n",
    "\n",
    "    df = pd.concat(df, ignore_index=True)\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# apply功能函数：根据一个user-item对的所有记录，计算当前是否是高潜用户\n",
    "def more_than_a_day(group):\n",
    "    # 最后一次购买该商品的日期\n",
    "    last_buy_day = max(group[group[\"type\"] == 4][\"date\"])\n",
    "    # 最早与该商品发生交互的日期\n",
    "    earliest_behave_day = min(group[\"date\"])\n",
    "    \n",
    "    # 如果间隔不小于１天，则认为是高潜用户\n",
    "    if (last_buy_day - earliest_behave_day).days > 0:\n",
    "        # 字段potential_flag代表是否是高潜用户\n",
    "        group[\"potential_flag\"] = 1\n",
    "    else:\n",
    "        group[\"potential_flag\"] = 0\n",
    "\n",
    "    return group"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 寻找高潜用户，并将相关行为记录写入文件\n",
    "def find_potential_user():\n",
    "    # 有购买行为的user-item对\n",
    "    ui_pair = pd.read_csv(BUY_USER_LIST_FILE, header=0)\n",
    "\n",
    "    df_ac = []\n",
    "    df_ac.append(ui_record_in_batch_data(ACTION_201602_FILE, ui_pair))\n",
    "    df_ac.append(ui_record_in_batch_data(fname=ACTION_201603_FILE))\n",
    "    df_ac.append(ui_record_in_batch_data(fname=ACTION_201603_EXTRA_FILE))\n",
    "    df_ac.append(ui_record_in_batch_data(fname=ACTION_201604_FILE))\n",
    "\n",
    "    df_ac = pd.concat(df_ac, ignore_index=True)\n",
    "    # 丢弃重复的\n",
    "    df_ac = df_ac.drop_duplicates()\n",
    "    \n",
    "    # 增加日期属性\n",
    "    df_ac['date'] = pd.to_datetime(df_ac['time']).dt.date\n",
    "    df_ac = df_ac.groupby([\"user_id\", \"sku_id\"]).apply(more_than_a_day)\n",
    "    \n",
    "    # 找出高潜用户\n",
    "    df_ac = df_ac[df_ac[\"potential_flag\"] == 1]\n",
    "    # 写入文件\n",
    "    df_ac.to_csv(PROTENTIAL_USER_RECORD, index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 执行程序\n",
    "find_potential_user()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 高潜用户行为轨迹分析"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "间隔几天的所有交互次数曲线图(可能存在衰减)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>sku_id</th>\n",
       "      <th>time</th>\n",
       "      <th>type</th>\n",
       "      <th>date</th>\n",
       "      <th>potential_flag</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>62969</td>\n",
       "      <td>62655</td>\n",
       "      <td>2016-02-01 11:00:49</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-02-01</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>62969</td>\n",
       "      <td>62655</td>\n",
       "      <td>2016-02-01 11:02:17</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-02-01</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>62969</td>\n",
       "      <td>62655</td>\n",
       "      <td>2016-02-01 11:00:05</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-02-01</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>62969</td>\n",
       "      <td>62655</td>\n",
       "      <td>2016-02-01 11:03:47</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-02-01</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>62969</td>\n",
       "      <td>62655</td>\n",
       "      <td>2016-02-01 11:00:18</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-02-01</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   user_id  sku_id                 time  type        date  potential_flag\n",
       "0    62969   62655  2016-02-01 11:00:49     1  2016-02-01               1\n",
       "1    62969   62655  2016-02-01 11:02:17     1  2016-02-01               1\n",
       "2    62969   62655  2016-02-01 11:00:05     1  2016-02-01               1\n",
       "3    62969   62655  2016-02-01 11:03:47     1  2016-02-01               1\n",
       "4    62969   62655  2016-02-01 11:00:18     2  2016-02-01               1"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ui_record = pd.read_csv(PROTENTIAL_USER_RECORD, header=0)\n",
    "ui_record.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>sku_id</th>\n",
       "      <th>time</th>\n",
       "      <th>type</th>\n",
       "      <th>date</th>\n",
       "      <th>potential_flag</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016492</th>\n",
       "      <td>62969</td>\n",
       "      <td>51916</td>\n",
       "      <td>2016-04-10 00:16:00</td>\n",
       "      <td>6</td>\n",
       "      <td>2016-04-10</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016493</th>\n",
       "      <td>62969</td>\n",
       "      <td>51916</td>\n",
       "      <td>2016-04-10 09:59:26</td>\n",
       "      <td>6</td>\n",
       "      <td>2016-04-10</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016494</th>\n",
       "      <td>62969</td>\n",
       "      <td>51916</td>\n",
       "      <td>2016-04-10 00:33:59</td>\n",
       "      <td>6</td>\n",
       "      <td>2016-04-10</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016495</th>\n",
       "      <td>62969</td>\n",
       "      <td>51916</td>\n",
       "      <td>2016-04-15 00:04:46</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-04-15</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016496</th>\n",
       "      <td>62969</td>\n",
       "      <td>51916</td>\n",
       "      <td>2016-04-15 00:04:46</td>\n",
       "      <td>6</td>\n",
       "      <td>2016-04-15</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         user_id  sku_id                 time  type        date  \\\n",
       "2016492    62969   51916  2016-04-10 00:16:00     6  2016-04-10   \n",
       "2016493    62969   51916  2016-04-10 09:59:26     6  2016-04-10   \n",
       "2016494    62969   51916  2016-04-10 00:33:59     6  2016-04-10   \n",
       "2016495    62969   51916  2016-04-15 00:04:46     1  2016-04-15   \n",
       "2016496    62969   51916  2016-04-15 00:04:46     6  2016-04-15   \n",
       "\n",
       "         potential_flag  \n",
       "2016492               1  \n",
       "2016493               1  \n",
       "2016494               1  \n",
       "2016495               1  \n",
       "2016496               1  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 以某个用户为例\n",
    "user_id = 62969\n",
    "cu_record = ui_record[(ui_record['user_id'] == user_id)]\n",
    "cu_record.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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K++uwe6+he4rS/uqZ5nVZ/nTol/lYc/F0l/ilT4rHuIVfKfGrYAeWTZ7iPn7Neh2pZx7v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\ng7UbBYVI/AkEDqPfdAr9RuyE1KeqJhGPn3b8Rq4HMnmSae3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8PoLBVst23KRwQYgEWQ5D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PiLx09hbGyPIVuS5EU43E7NN6dwa6eiQGA3kuQviPVdPhLLxYiQcuWfkpLNWLnyx/B4Slm7UnCI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b+wb98SrNa+1edyJd3051af/rSu9mektcDq8f7zaOLjLyQy0ntnZwYJEuT4prz8TYqKnvS1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\nUasVGI1aUpM7B5Kjwjs4EW1067zyF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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fbf500d2d10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "time_range = pd.to_datetime(cu_record['time']).map(lambda x: x.strftime('%m-%d %H:%M'))\n",
    "x_index = range(len(cu_record['type']))\n",
    "# 设置图片大小\n",
    "plt.figure(figsize=(18,5))\n",
    "plt.scatter(x_index, cu_record['type'],c=cu_record['type'], s=36, lw=0, cmap=plt.cm.coolwarm)\n",
    "plt.plot(x_index, cu_record['type'], 'y--', markersize=1)\n",
    "plt.xlim(min(x_index) - 1, max(x_index) + 1)\n",
    "plt.ylim(0, 7)\n",
    "plt.xlabel('number')\n",
    "plt.ylabel('behavior')\n",
    "# plt.xticks(range(len(cu_record['type'])), time_range, rotation='vertical', fontsize=8)\n",
    "plt.yticks(range(0,8), [\"\",\"browse\",\"add cart\",\"del cart\",\"buy\",\"favor\", \"click\"])\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 以某个用户对某个商品为例\n",
    "item_id = 51916\n",
    "cu_record = ui_record[(ui_record['user_id'] == user_id) & (ui_record['sku_id'] == item_id)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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2XtXVSZZKBwAMEA43cOwF5Ek02qhwuCH9A1GUjAlp0aLH1NCQ4WIkOZLlWH+g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+brAPA39Hwd0d6PiRN/wgd3tLB3RfQ2mtf0fR3d2/F6xx/s69RvgXeilNLovXS6v5iEfUX//1Ox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\nB+RNDAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fbf28299610>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "time_range = pd.to_datetime(cu_record['time']).map(lambda x: x.strftime('%m-%d %H:%M'))\n",
    "x_index = range(len(cu_record['type']))\n",
    "# 设置图片大小\n",
    "plt.figure(figsize=(12,5))\n",
    "plt.scatter(x_index, cu_record['type'],c=cu_record['type'], s=80, lw=0, cmap=plt.cm.rainbow)\n",
    "plt.plot(x_index, cu_record['type'], 'y--', markersize=1)\n",
    "plt.xlim(min(x_index) - 1, max(x_index) + 1)\n",
    "plt.ylim(0, 7)\n",
    "plt.xlabel('time')\n",
    "plt.ylabel('behavior')\n",
    "plt.xticks(range(len(cu_record['type'])), time_range, rotation='vertical', fontsize=8)\n",
    "plt.yticks(range(0,8), [\"\",\"browse\",\"add cart\",\"del cart\",\"buy\",\"favor\", \"click\"])\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    ""
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2.0
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}